Chinese Evaluation Datasets
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Request access to ICE-PIXIU · FinEval（金融考试）
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ICE-PIXIU · FinEval（金融考试）
📄 Paper · 🌐 The Fin AI
Part of ICE-PIXIU — No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks (arXiv:2403.06249).
| Task | financial exam (FinAS) |
| Original dataset | FinevalF (financial exam) |
| Source license | Apache-2.0 |
| Language | zh |
Quick Start
from datasets import load_dataset
ds = load_dataset("TheFinAI/zh-fineval", split="test")
print(ds[0])
Example prompt
根据所提出的金融问题，从以下四个选项中选择最合适的一个。你的输出应该是："A"、"B"、"C "或 "D"。
Context:市场不能提供纯粹的公共物品是因为____。
A,公共物品不具有排他性
B,公共物品不具有竞争性
C,消费者都想“免费乘车”
D,以上三种情况都是Answer:
Dataset Structure
| Split | Rows |
|---|---|
test |
222 |
| Field | Description |
|---|---|
query |
Full instruction prompt given to the model |
text |
Raw input text (without instruction) |
gold |
Index of the gold label in choices |
id |
Example id |
choices |
Label space |
answer |
Gold answer / label text |
License
The original data is released under Apache-2.0 (ICE-PIXIU paper, Table 1).
Citation
Please cite ICE-PIXIU and the original dataset (FinevalF (financial exam)):
@misc{hu2024languageislandunifyingchinese,
title={No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks},
author={Gang Hu and Ke Qin and Chenhan Yuan and Min Peng and Alejandro Lopez-Lira and Benyou Wang and Sophia Ananiadou and Jimin Huang and Qianqian Xie},
year={2024},
eprint={2403.06249},
archivePrefix={arXiv},
primaryClass={cs.CE},
url={https://arxiv.org/abs/2403.06249},
}
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